{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Beautiful Demo\n",
    "\n",
    "Loads training data and shows an example training face"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reading csv: 7.438710927963257\n",
      "formatting to numpy matrices: 7.187366962432861\n",
      "picking random data: 0.8326539993286133\n",
      "Formatting data: 3.2901763916015625e-05\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10b215278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from read_data import training_validation\n",
    "\n",
    "from time import time\n",
    "from random import choice\n",
    "\n",
    "(training_images, training_labels), (test_images, test_labels) = training_validation()\n",
    "\n",
    "sample_image_positive = choice(training_images)\n",
    "sample_image_negative = choice(test_images)\n",
    "\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "\n",
    "ax1.imshow(sample_image_positive)\n",
    "ax2.imshow(sample_image_negative)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example of feature selection used"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-14178.0\n",
      "2212.0\n",
      "-10400.0\n",
      "53278.0\n",
      "68949.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10955e550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from features import *\n",
    "from processing import IntegralImage\n",
    "\n",
    "fsize = FeatureSize(0.2, 0.2, 0.4, 0.4)\n",
    "ii = IntegralImage(sample_image_positive)\n",
    "ii.process()\n",
    "fig, (ax1, ax2, ax3, ax4, ax5) = plt.subplots(1, 5)\n",
    "\n",
    "f = Feature(fsize, A)\n",
    "f.print_feature(ii, ax1)\n",
    "print(f.calculate(ii))\n",
    "\n",
    "f = Feature(fsize, B1)\n",
    "f.print_feature(ii, ax2)\n",
    "print(f.calculate(ii))\n",
    "\n",
    "f = Feature(fsize, B2)\n",
    "f.print_feature(ii, ax3)\n",
    "print(f.calculate(ii))\n",
    "\n",
    "f = Feature(fsize, C1)\n",
    "f.print_feature(ii, ax4)\n",
    "print(f.calculate(ii))\n",
    "\n",
    "f = Feature(fsize, C2)\n",
    "f.print_feature(ii, ax5)\n",
    "print(f.calculate(ii))\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example of Feature Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "49\n"
     ]
    }
   ],
   "source": [
    "from features import *\n",
    "count = 0\n",
    "for sz in generate_all_sizes():\n",
    "    count += 1\n",
    "print(count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Format training and test data\n",
    "\n",
    "The format is adapted for the special ada boosted version, to extract features, therefore to train the normal bayes\n",
    "we have to transpose the data to get image x features instead of features x images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r",
      "Generate all features: 0.0004699230194091797\r"
     ]
    }
   ],
   "source": [
    "from read_data import get_trainable_data\n",
    "training, test, IItraining, IItest, all_features, outTrain, outTest = get_trainable_data(training_images, test_images)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display of Integral Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e887ba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig, (ax1, ax2, ax3) = plt.subplots(1, 3)\n",
    "ax1.imshow(IItraining[0].ii)\n",
    "ax2.imshow(IItraining[200].ii)\n",
    "ax3.imshow(IItraining[400].ii)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing Naive Bayes \n",
    "\n",
    "Naive bayes based on Normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tests:  725\n",
      "Avarage detection rate: 0.0006562124449631263\n",
      "Success rate: 0.8951724137931034\n",
      "False positives 0.08689655172413793\n",
      "False negatives 0.01793103448275862\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3356d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e335d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from naive_bayes import naive_bayes\n",
    "from wrapper_for_bayes import wrapper\n",
    "from tests import simple\n",
    "\n",
    "# Bayes is weak when there's to many features.\n",
    "training_for_bayes = training[200:210].T\n",
    "test_for_bayes = test[200:210].T\n",
    "\n",
    "\n",
    "classifier = naive_bayes()\n",
    "classifier.train(training_for_bayes, training_labels)\n",
    "\n",
    "# Wrap it so it remembers it features so it can be used in detector later\n",
    "\n",
    "bayes_features = all_features[200:210]\n",
    "bayes = wrapper(classifier, bayes_features)\n",
    "\n",
    "p = plt.subplots(1, 2)\n",
    "\n",
    "simple(bayes, IItest, test_labels, test_images, p)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example of a single feature boosted classifier\n",
    "\n",
    "A bunch of these are combined in the cascade"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of tests:  725                                     \n",
      "Avarage detection rate: 0.0019026539243500809\n",
      "Success rate: 0.896551724137931\n",
      "False positives 0.028965517241379312\n",
      "False negatives 0.07448275862068965\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e33e7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e33e0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from ada_boost import boosted_classifier\n",
    "from tests import simple\n",
    "\n",
    "# Constructor takes num of features\n",
    "boost = boosted_classifier(10)\n",
    "boost.train(training, all_features, training_labels)\n",
    "p = plt.subplots(1, 2)\n",
    "\n",
    "simple(boost, IItest, test_labels, test_images, p)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The one and only... Cascade\n",
    "\n",
    "There is a huge problem with opimizing false positives versus retaining a minimal success rate\n",
    "in our implementation. \n",
    "\n",
    "If minimal success rate is above a certain threshold the innerloop of the cascade \n",
    "trainer will never terminate. Because to live up to the treshhold the binary search\n",
    "increases bias to let more through. This somehow results in a higher success rate\n",
    "but also much higher false positives.\n",
    "\n",
    "Perhaps its a implementation bug.\n",
    "\n",
    "To get rid of this just set second argument in cascade to 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting training\n",
      "Round: 1, Currently: 1.0,  Target is: 0.0872\n",
      "Current 1.0, Goal 0.7, Number Of Features 1\n",
      "Round: 2, Currently: 0.1724137931034483,  Target is: 0.08 \n",
      "Current 0.1724137931034483, Goal 0.1206896551724138, Number Of Features 2\n",
      "Number of tests:  725                                     \n",
      "Avarage detection rate: 0.0005493946733145878\n",
      "Success rate: 0.8055172413793104\n",
      "False positives 0.031724137931034485\n",
      "False negatives 0.16275862068965516\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1271056d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12727d320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from cascade import cascade\n",
    "from tests import simple\n",
    "\n",
    "# Argument zero is False positive improvement, arg one is minimal success rate arg 2 is maximum classifiers.\n",
    "\n",
    "c = cascade(0.7, 0.0, 50)\n",
    "# Last arg is target False positive\n",
    "c.train(IItraining, training_labels, 0.08)\n",
    "\n",
    "p = plt.subplots(1, 2)\n",
    "\n",
    "simple(c, IItest, test_labels, test_images, p)\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparison in Object detection using sliding window\n",
    "\n",
    "Better than Eigen faces but still meh.. might be that training data is misrepresentative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1277c4a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12721ae48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1271cccf8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from detector import detector\n",
    "from processing import load_image, grey_scale\n",
    "\n",
    "\n",
    "window_start_dim = (32, 32)\n",
    "window_stop_dim = (100, 100)\n",
    "size_increase = 2\n",
    "stride = 32\n",
    "\n",
    "\n",
    "bayes_detector = detector(window_start_dim, window_stop_dim, size_increase, stride, bayes)\n",
    "boost_detector = detector(window_start_dim, window_stop_dim, size_increase, stride, boost)\n",
    "cascade_detector = detector(window_start_dim, window_stop_dim, size_increase, stride, c)\n",
    "\n",
    "\n",
    "im_path = \"/Users/jonasvalfridsson/me/singularity/RRTOD/faces.jpg\"\n",
    "\n",
    "image = grey_scale(load_image(im_path))\n",
    "\n",
    "bsfig, bs = plt.subplots(1, 1)\n",
    "bofig, bo = plt.subplots(1, 1)\n",
    "cafig, ca = plt.subplots(1, 1)\n",
    "\n",
    "\n",
    "bayes_detector.detect(image, bs)\n",
    "boost_detector.detect(image, bo)\n",
    "cascade_detector.detect(image, ca)\n",
    "\n",
    "bs.imshow(image)\n",
    "bo.imshow(image)\n",
    "ca.imshow(image)\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
